The paper concerns M -estimation with probabilistic models of geodetic observations that is called MP estimation. The special attention is paid to MP estimation that includes the asymmetry and the excess kurtosis, which are basic anomalies of empiric distributions of errors of geodetic or astrometric observations (in comparison to the Gaussian errors).